{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test 1H0707-495(10-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata102 = pd.read_csv(\"perlist102.csv\")\n",
    "    f = perdata102['f']\n",
    "    per = perdata102['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata102)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4061.3358847165523</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 511</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 5.033601423234536e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#vhIRXvdNsb').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-1.00933</td>\n",
       "        <td>0.204791</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>0</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-3.90435</td>\n",
       "        <td>0.253147</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.41775</td>\n",
       "        <td>0.205516</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>2.05083</td>\n",
       "        <td>0.0906468</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>3</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"vhIRXvdNsb\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -1.00933 & 0.204791 &  &  & -3.0 & 0 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -3.90435 & 0.253147 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.41775 & 0.205516 &  &  & 2.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 2.05083 & 0.0906468 &  &  & 0.0 & 3 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4061.3358847165523\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,0), limit_log_f_b=(-5,-2),limit_alpha_H=(2.0,5.0),limit_poisson=(0,3),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata102 = pd.read_csv(\"perlist102.csv\")\n",
    "f = perdata102['f']\n",
    "per = perdata102['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 13.313020468722906\n",
      "T_SSE = 897.3957546061721\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < 0 and -5 < log_f_b < -2 and 1.0 < alpha_H < 5.0 and 0.0 < poisson < 3.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1399.2 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -0.95395_{-0.19995} ^{+0.29987}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -3.96574_{-0.36058} ^{+0.24913}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 2.39444_{-0.19404} ^{+0.22549}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 2.04582_{-0.08598} ^{+0.09367}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata102 = pd.read_csv(\"perlist102.csv\")\n",
    "    f = perdata102['f']\n",
    "    per = perdata102['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata102)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4067.774245249051</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 118</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 9.281185204775574e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#xkNYPNUXpK').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-5.48196</td>\n",
       "        <td>0.313405</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>2.0603</td>\n",
       "        <td>0.0954191</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.97898</td>\n",
       "        <td>0.0895056</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>3</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"xkNYPNUXpK\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -5.48196 & 0.313405 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 2.0603 & 0.0954191 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.97898 & 0.0895056 &  &  & 0.0 & 3 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4067.774245249051\n"
     ]
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,3),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 13.566936738585872\n",
      "T_SSE = 911.1535227653753\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JSZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEaMPdglOTnJtiTbk5w9z/JVSS7pl1+ZZO2sZW/qy7clOWnOeiuSfCnJJ0a/F5IkSZNnrMEuyQrgPcApwAbg5Uk2zKl2OnBHVT0eeBdwbr/uBmATcCxwMvDefnt7/BZw7Wj3QJIkaXKNe8TueGB7VV1XVXcDFwMb59TZCFzUf74MODFJ+vKLq2pXVV0PbO+3R5KjgX8PfGAM+yBJkjSRxh3sjgJumvV9R182b52q2g3cCRy5n3X/DHgj8KN9NZ7kjCTTSaZ37tx5oPsgSZI0kcYd7DJPWQ1YZ97yJC8BbquqLftrvKrOr6qpqppavXr1/nsrSZJ0CBl3sNsBHDPr+9HAzQvVSbISOAK4fR/rPg/4hSQ30J3aPSHJ/zOKzkuSJE2yoYJdksuS/FySAw2EVwHrk6xLchjdzRCb59TZDJzWfz4VuKKqqi/f1N81uw5YD3yxqt5UVUdX1dp+e1dU1a8cYP8kSZIOWSuHrL8a+F/ATJIPAx+qqq8PunJV7U5yFnA5sAK4sKq2JjkHmK6qzcAFwEeSbKcbqdvUr7s1yaXANcBu4MyqumfI/muZW7NmLTMzNy51NyRJGol0g2FDrJA8Dngl8KvAY4ErgQuBS6rq+4vdwVGZmpqq6enppe6Gxqy7wXq4v/MH2NIY2mmljXG1E4b9facJk/5Sa4+jlqEkW6pqan/1hj6l2j+q5C1VtQ54Md1jR94F3JLkoiQvGrq3kiRJOmgHe/PEF4DPAtuABwInAFck+XKSZxxs5yRJkjS4Awp2SV6Y5IPArcA7gC8Cz66qY4CnAN8BPrxovZQkSdJ+DXXzRJI/pLu+bi3wd8BvAh+rqn/ZU6eqrunr/d3idVOSJEn7M+xdsb9BN93XhVW1fR/1vg782gH3SpIkSUMbNtg9dpBHjFTV7dw736skTYBV/V3Ro/WoR/04t956w8jbkaT5DHuN3d1Jjp9vQZJnJfG5cpIm1C66R6qM9uVzEiUtpWGD3b7+u/tjdA8OliRJ0hLY76nYJI+lu1lij2ckuf+cavenmwbs+sXrmiRJkoYxyDV2rwLeyr3nGt63QL1/Bl69SP2SJEnSkAYJdu8FLqM7DfsV4BX9+2x3A9+qql2L2z1JkiQNar/Brqp2AjsBkqwDbqmqu0fdMUmSJA1nkGvsHlhVP+y/7gRWJllwvVl1JUmSNEaDnIr9fpLnVtUXgR/QXWe3LysOvluSJEka1iDB7teAb876vL9gJ0mSpCUwyDV2F836/KGR9kaSJEkHbKgpxfpr61bMvvs1yYuBDcDnqurqRe6fJEmSBjTsXLGXAHfSnZIlyeuAP6Obq2dFkl+sqk8sbhclSZI0iGGnFHsO8Fezvv8e8I6qegDwAeDNi9UxSZIkDWfYYHckcCtAkqcCjwH+vF/2MbpTspIkSVoCwwa7Ge6dN/Zk4Maq2nPH7AOAHy1SvyRJkjSkYa+x+xhwbpKn080he96sZc8AvrFYHZMkSdJwhg12ZwPfA54NvA/4k1nLnkV3c4UkSZKWwFDBrqp2A+cssOwXF6VHkiRJOiDDjtj9m/6ZdofNLXeuWEmSpKUx1M0TSR6S5LwkNwP/Anx/npckSZKWwLAjdu8HXkL3zLprgLsXvUeSJEk6IMMGu5OA366qD4yiM5IkSTpwwz7H7i5gxyg6IkmSpIMzbLB7B/CbSYZdT5IkSSM27KnYo4CnA9uSfBb47pzlVVW/vyg9kyRJ0lCGDXan0k0bthL42XmWF2CwkyRJWgLDPqB43ag6IkmSpIPjtXKSJEmNGDrYJXlakkuSfDPJriTP7MvfnuSUxe+iJEmSBjHszBOnAFuANcCHgR+btXgX8NrF65okSZKGMeyI3Z8AH6qqFwJvn7Psy8Bxi9IrSZIkDW3YYPck4JL+c81Z9j3g4QfdI0mSJB2QYYPdbcDjFlh2LPCtg+uOJEmSDtSwwe5i4Jwkz59VVkmeQPf8ur9YtJ5JkiRpKMM+oPgPgQ3A54Bb+rK/pLuZ4lPAHy9e1yRJkjSMYR9QvAt4SZITgJ8BHgHcDnymqj49gv5JkiRpQAMHuyShm0bsOcCj+uIdwOeBv1n8rkmSJGkYAwW7JM+guxv2J4B7gG8DAY4EVgDfSLKpqr48qo5KkiRp3/Z780SSRwGXA/8M/BzwoKp6TFU9Gngw8BLgbuDyJI8cZWclSZK0sEHuin0tXaj7d1V1eVXdvWdBVe2qqr8GXtDXOWs03ZQkSdL+DBLsXgy8t6q+t1CFqvou8D7g5MXqmCRJkoYzSLB7PHD1APW29HUlSZK0BAYJdkcAdw5Q7/vAQw6uO5IkSTpQgwS7sPe8sPuqK0mSpCUw6HPsLk+ye5G2JUmSpBEYJIy9beS9kCRJ0kHbb7CrqkUNdklOBt5N92DjD1TVf5qzfBXwYeBZwHeAl1XVDf2yNwGn0z0k+XVVdXmS+9PNXbuKbn8uq6q3LmafJUmSDgWDXGO3aJKsAN4DnAJsAF6eZMOcaqcDd1TV44F3Aef2624ANgHH0j1W5b399nYBJ1TV04HjgJOTPGcc+yNJkjRJxhrsgOOB7VV1Xf+g44uBjXPqbAQu6j9fBpzYz1O7Ebi4fyjy9cB24Pjq/KCv/2P9a9CbPSRJkpox7mB3FHDTrO87+rJ561TVbrpHrRy5r3WTrEjyZeA24NNVdeV8jSc5I8l0kumdO3cuwu5IkiRNjnEHu/kehzJ3dG2hOguuW1X3VNVxwNHA8UmeMl/jVXV+VU1V1dTq1auH6LYkSdLkG3ew2wEcM+v70cDNC9VJspLuAcm3D7JuP7XZ3+LUZpIkaRkad7C7ClifZF2Sw+huhtg8p85m4LT+86nAFVVVffmmJKuSrAPWA19MsjrJQwGSPAD4GeDrY9gXSZKkiTLWhwpX1e4kZwGX0z3u5MKq2prkHGC6qjYDFwAfSbKdbqRuU7/u1iSXAtcAu4Ezq+qeJI8GLurvkL0fcGlVfWKc+yVJkjQJ0g2GLT9TU1M1PT291N3QmHU3WI/j7/w42mmljXG1M759Wa6/V0cu/aXW/vlqGUqypaqm9ldv3KdiJUmSNCIGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTpEW1iiQjfa1Zs3apd1LShFq51B2QpLbsAmqkLczMZKTbl3TocsROkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbDTxFizZi1JRvqSJKllK5e6A9IeMzM3AjXiVgx3kqR2OWInSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiPGHuySnJxkW5LtSc6eZ/mqJJf0y69MsnbWsjf15duSnNSXHZPks0muTbI1yW+Nb28kSZImx1iDXZIVwHuAU4ANwMuTbJhT7XTgjqp6PPAu4Nx+3Q3AJuBY4GTgvf32dgO/U1VPBp4DnDnPNiVJkpo37hG744HtVXVdVd0NXAxsnFNnI3BR//ky4MR0UwZsBC6uql1VdT2wHTi+qm6pqqsBqur7wLXAUWPYF0mSpIky7mB3FHDTrO872DuE/VudqtoN3AkcOci6/WnbZwBXLmKfJUmSDgnjDnbzzec0dw6phersc90kDwL+X+D1VfW9eRtPzkgynWR6586dA3ZZkiTp0DDuYLcDOGbW96OBmxeqk2QlcARw+77WTfJjdKHuL6rqfyzUeFWdX1VTVTW1evXqg9wVSZKkyTLuYHcVsD7JuiSH0d0MsXlOnc3Aaf3nU4Erqqr68k39XbPrgPXAF/vr7y4Arq2qd45lLyRJkibQynE2VlW7k5wFXA6sAC6sqq1JzgGmq2ozXUj7SJLtdCN1m/p1tya5FLiG7k7YM6vqniTPB34V+GqSL/dN/UFV/dU4902SJGmppRsMW36mpqZqenp6qbuhWbrB11H/fRxHG+Nqp5U2xtVOW/uyLH93p7/Uejnuu5a9JFuqamp/9Zx5QpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CTpkLOKJCN9rVmzdql3UtIBWLnUHZAkDWsXUCNtYWYmI92+pNFwxE6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWrE2INdkpOTbEuyPcnZ8yxfleSSfvmVSdbOWvamvnxbkpNmlV+Y5LYkXxvPXkiSJE2esQa7JCuA9wCnABuAlyfZMKfa6cAdVfV44F3Auf26G4BNwLHAycB7++0BfKgvkyRJWrbGPWJ3PLC9qq6rqruBi4GNc+psBC7qP18GnJgkffnFVbWrqq4Htvfbo6o+B9w+jh2QJEmaVOMOdkcBN836vqMvm7dOVe0G7gSOHHBdSZKkZWvcwS7zlNWAdQZZd9+NJ2ckmU4yvXPnzmFWlSRJmnjjDnY7gGNmfT8auHmhOklWAkfQnWYdZN19qqrzq2qqqqZWr149ZNclaTlZRZKRv9asWbvUOyo1ZdzB7ipgfZJ1SQ6juxli85w6m4HT+s+nAldUVfXlm/q7ZtcB64EvjqnfkrTM7KI7KTLa18zMjWPbI2k5GGuw66+ZOwu4HLgWuLSqtiY5J8kv9NUuAI5Msh14A3B2v+5W4FLgGuCTwJlVdQ9Ako8CnweemGRHktPHuV+SJEmTIN1g2PIzNTVV09PTS90NzdLd/Dzqv4/jaGNc7bTSxrjacV8mr42unYH/HUp/qfUy/XdLy1uSLVU1tb96zjwhSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgp4GsWbN25M+zkiRJB2flUndAh4buWVPjuAtPkiQdKEfsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkrSEVpFkoNceg9bf81qzZu3S7Z40ZiuXugOSpOVsF1AD1t0T7gat35mZyf4rSY1wxO4Qt2bN2qH/93ogL0mSNPkcsTvEzczcyLD/ez0whjtJkiadI3aSJEmNMNhJkiQ1wmAnSZLUCIP7yCyfAAAK/klEQVSdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJatyqkc+nvWbN2qXeSQlwrlhJUvN2Meo5tWdmnE9bk8ERO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkqSDNvqHIPsgZA3CBxRLknTQRv8QZPBByNq/sY/YJTk5ybYk25OcPc/yVUku6ZdfmWTtrGVv6su3JTlp0G1KktQGp0fTvo012CVZAbwHOAXYALw8yYY51U4H7qiqxwPvAs7t190AbAKOBU4G3ptkxYDbXBJr1qwd+Q+gJGk52TMyOLrXzMythsdD2LhH7I4HtlfVdVV1N3AxsHFOnY3ARf3ny4AT0yWYjcDFVbWrqq4HtvfbG2SbS2Jm5kZG/QMoSdLiGkd4vHEsezKOAZZJC6njvsbuKOCmWd93AD+5UJ2q2p3kTuDIvvwLc9Y9qv+8v20CkOQM4Iz+6w+SbDuAfRjSQY2qPQL49ojbGMI42jnk2tjHMTrk9mUJ2xhpO7OO0SG/Lw22wSMgA/yem92bA+lXM39eY2rnPm0M+G/RkC00ctZpZubGce3Ljw9SadzBbr49nzvstFCdhcrnG3Wcdyirqs4Hzt9XBydJkumqmlrqfmhhHqPJ5zGabB6fyecxOrSM+1TsDuCYWd+PBm5eqE6SlcARwO37WHeQbUqSJDVv3MHuKmB9knVJDqO7GWLznDqbgdP6z6cCV1RV9eWb0t01uw5YD3xxwG1KkiQ1b6ynYvtr5s4CLgdWABdW1dYk5wDTVbUZuAD4SJLtdCN1m/p1tya5FLgG2A2cWVX3AMy3zXHu1wgdMqeNlzGP0eTzGE02j8/k8xgdQtINhkmSJOlQ55RikiRJjTDYSZIkNcJgt4SSPDTJZUm+nuTaJM9N8vAkn07yjf79YX3dJPkv6aZN+0qSZy51/1uX5IlJvjzr9b0kr/cYTZYkv51ka5KvJflokvv3N1Nd2R+jS/obq/Y5ZaFGI8lv9cdma5LX92X+DC2hJBcmuS3J12aVDX1MkpzW1/9GktPma0vjZ7BbWu8GPllVTwKeDlwLnA18pqrWA5/pv0M3Zdr6/nUG8L7xd3d5qaptVXVcVR0HPAv4IfBxPEYTI8lRwOuAqap6Ct0NVJvopiJ8V3+M7qCbqhAWmLJQo5HkKcBr6GYIejrwkiTr8WdoqX2IbmrO2YY6JkkeDryVbkKA44G37gmDWloGuyWS5CHAC+juAqaq7q6q73LfKdUuAl7af94IfLg6XwAemuTRY+72cnYi8M2quhGP0aRZCTygf+7lA4FbgBPopiSEvY/RfFMWajSeDHyhqn5YVbuB/w/4D/gztKSq6nN0T52YbdhjchLw6aq6varuAD7N3mFRS8Bgt3QeB+wEPpjkS0k+kORw4FFVdQtA//7Ivv5807EdhcZlE/DR/rPHaEJU1T8Bfwp8iy7Q3QlsAb7bBwm473G4z5SFff0jx9nnZeZrwAuSHJnkgcDP0T1Q3p+hyTPsMfFYTSiD3dJZCTwTeF9VPQO4i3uHvuczyHRsGoH++qxfAD62v6rzlHmMRqg/9bMRWAc8Bjic7tTRXHuOg8dojKrqWrrT3Z8GPgn8A91zSBfi8Zk8w07zqSVmsFs6O4AdVXVl//0yuqA3s+fUQ/9+26z6Tp22NE4Brq6qmf67x2hy/AxwfVXtrKp/Bf4H8FN0p4v2PIB99nFYaMpCjUhVXVBVz6yqF9D9WX8Df4Ym0bDHxGM1oQx2S6SqbgVuSvLEvuhEulk1Zk+pdhrwl/3nzcD/3d+h9Bzgzj3D5hq5l3PvaVjwGE2SbwHPSfLA/lq5PT9Hn6WbkhD2PkbzTVmoEUnyyP79scAv0v0s+TM0eYY9JpcDL07ysH7k/MV9mZaYM08soSTHAR8ADgOuA15FF7YvBR5L94/WL1fV7f0/WufRXZz6Q+BVVTW9JB1fRvrrgm4CHldVd/ZlR+IxmhhJ3ga8jO4U35eAV9Nd63Mx8PC+7FeqaleS+wMfAZ5BP2VhVV23JB1fJpL8Hd11jP8KvKGqPuPP0NJK8lHgRcAjgBm6u1v/J0MekyS/BvxBv9m3V9UHx7kfmp/BTpIkqRGeipUkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SRMnyU8mqf28fpTkQUvdV4AkT0jyR/30c4uybpLTk9w5awaNsWxH0qHN59hJmjhJHg48YVbR64CX0D3dfo9/raotY+3YApL8FvDmqnrkfisPuG4/U8NDqupr49yOpEOb/4OTNHGq6nbgC3u+J/lD4GtV9YWF11pSTwMONDjNu25VfWuJtiPpEOapWEmHgqdy4MHpoCU5Ocn/TvLdJN9LMp3kZ/tlO4FfA3561mniE/plr0jyuSTfTvKDJJ9P8txZ25133ST3S3JXklcfTB8W2M6KJL+d5CtJ/iXJLUn+op86StIhzhE7SRMtyRHAMcBXl6j9F9HNo/knwFuABwLPB3b3Yejngc8C7wA+0a/25f79WOAi4HpgFfAa4H8mOYZu7tSF1n1c385XD7IPc7dzP+AyunlC/xOwhe7P9pTyuhypCV5jJ2miJXke8L+BE6rqs0vQ/n8DHl5Vv7TA8rV0we25+zpV3N+88BPA14ENVXXtQusm+UXgY3TXxt11oH2YZzu/A7wNeHZVXTvQH4CkQ4qnYiVNuqf073uN2CV5aJL3J9mS5JokX03ytIXK+3X+Q5LvJPnyrNfr9tH+PwMnJXl9kjXzLH8aUMw5VZzkAUne2Ld9F90I3df7xT/c17p0p56vq6q7DqYPs7fTj9a9ETjPUCe1y1OxkibdU4GZqvr2PMv+GzBdVb8O/zZydQfwgQXKAY6jCzdvHbD9P6T7T/BbgHck+RvgDVW1tV/+NLrw9IM9K/SnR/8KWA+8ky6U3kF3HdxpwE0LrTtrn79yMH2YZztPAx4JfHzA/ZZ0CHLETtKkewoLX193EvDpPV+q6oaqunMf5dAFuy8N2nhV3VlVZwGrgVPowtoFs6o8DfiHOau9gO46tl+qqndW1aerahp4MvDVqvrRPtbdU/5v+3yAfZi7nUf377csvLeSDnUGO0mT7iksfEfs/wI+m+S/J/m/+tON+yqHLti9fdZp2A8O0omquqeqPgVcDqyYtehJ3HuKdY+j+/d/3FOQ5GS6sDc7gO21bpIH0F2LN3vEbug+zLOdW/v3J8+7g5Ka4KlYSRMryaOBI1lgxK6qXpHkmcC/pzvl+ULgzIXKkzwMeHBV/fiA7b8f2E13x+l3gH8HnA6cMava94AXJHkBcDdwJXA18CPg3UkuAp5Ndwq2uG+wm2/dY+n+0/2Vg+zDfbZD92e4FXhfkrcANwMbgGOq6vcH+fOQNPkMdpIm2VP79wWfYVdVVwNXJ7kFeNV+yo8DhrlxYBuwCXgFXUjaCvxyVf3lrDpnA+8HPgN8p6rWANcmORN4K7AR+CTdo07+jvsGu73WTfJU4C7gmwfTh7nbqardSX4e+FPgXXSPQfkG3WNPJDXCx51IOiQlOQX4bFX9S5IHApfQzVZx9XzlVfX2JL8NHFtVr154y5J06PIaO0mHqpcCW5P8A/D3dKcf/2Qf5QBPB14y51EnL1yCvkvSSDhiJ0mS1AhH7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGvH/A8rDybDxpGknAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 3.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 960.2 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -5.4884137_{-0.3320821}^{+0.3000833}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 2.0622281_{-0.0914882}^{+0.1011214}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.9831700_{-0.0880543}^{+0.0918164}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.438360532498791\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.2f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.1,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
